{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "51887b8b-0f67-47ea-807e-6c7b1b03831f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6184f786-9954-4220-b66c-20fa48b0722f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "# 加载数据\n",
    "file_path = './class_split/WebDDoS.csv'\n",
    "data = pd.read_csv(file_path)\n",
    "\n",
    "# 设置绘图样式\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# 创建一个图形框架\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "\n",
    "# 散点图：流持续时间与前向数据包数量\n",
    "sns.scatterplot(ax=axes[0], x=data[' Flow Duration'], y=data[' Total Fwd Packets'], color='blue')\n",
    "axes[0].set_title('Flow Duration vs Total Fwd Packets')\n",
    "axes[0].set_xlabel('Flow Duration')\n",
    "axes[0].set_ylabel('Total Fwd Packets')\n",
    "\n",
    "# 箱线图：前向和后向数据包的分布\n",
    "sns.boxplot(data=data[[' Total Fwd Packets', ' Total Backward Packets']], ax=axes[1])\n",
    "axes[1].set_title('Distribution of Packet Counts')\n",
    "axes[1].set_ylabel('Packet Counts')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "24f64af7-63bd-4bba-b744-75d1987834d8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index([' Source Port', ' Destination Port', ' Protocol', ' Timestamp',\n",
      "       ' Flow Duration', ' Total Fwd Packets', ' Total Backward Packets',\n",
      "       'Total Length of Fwd Packets', ' Total Length of Bwd Packets',\n",
      "       ' Fwd Packet Length Max', ' Fwd Packet Length Min',\n",
      "       ' Fwd Packet Length Mean', ' Fwd Packet Length Std',\n",
      "       'Bwd Packet Length Max', ' Bwd Packet Length Min',\n",
      "       ' Bwd Packet Length Mean', ' Bwd Packet Length Std', 'Flow Bytes/s',\n",
      "       ' Flow Packets/s', ' Flow IAT Mean', ' Flow IAT Std', ' Flow IAT Max',\n",
      "       ' Flow IAT Min', 'Fwd IAT Total', ' Fwd IAT Mean', ' Fwd IAT Std',\n",
      "       ' Fwd IAT Max', ' Fwd IAT Min', 'Bwd IAT Total', ' Bwd IAT Mean',\n",
      "       ' Bwd IAT Std', ' Bwd IAT Max', ' Bwd IAT Min', 'Fwd PSH Flags',\n",
      "       ' Bwd PSH Flags', ' Fwd URG Flags', ' Bwd URG Flags',\n",
      "       ' Fwd Header Length', ' Bwd Header Length', 'Fwd Packets/s',\n",
      "       ' Bwd Packets/s', ' Min Packet Length', ' Max Packet Length',\n",
      "       ' Packet Length Mean', ' Packet Length Std', ' Packet Length Variance',\n",
      "       'FIN Flag Count', ' SYN Flag Count', ' RST Flag Count',\n",
      "       ' PSH Flag Count', ' ACK Flag Count', ' URG Flag Count',\n",
      "       ' CWE Flag Count', ' ECE Flag Count', ' Down/Up Ratio',\n",
      "       ' Average Packet Size', ' Avg Fwd Segment Size',\n",
      "       ' Avg Bwd Segment Size', ' Fwd Header Length.1', 'Fwd Avg Bytes/Bulk',\n",
      "       ' Fwd Avg Packets/Bulk', ' Fwd Avg Bulk Rate', ' Bwd Avg Bytes/Bulk',\n",
      "       ' Bwd Avg Packets/Bulk', 'Bwd Avg Bulk Rate', 'Subflow Fwd Packets',\n",
      "       ' Subflow Fwd Bytes', ' Subflow Bwd Packets', ' Subflow Bwd Bytes',\n",
      "       'Init_Win_bytes_forward', ' Init_Win_bytes_backward',\n",
      "       ' act_data_pkt_fwd', ' min_seg_size_forward', 'Active Mean',\n",
      "       ' Active Std', ' Active Max', ' Active Min', 'Idle Mean', ' Idle Std',\n",
      "       ' Idle Max', ' Idle Min', ' Inbound', ' Label'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "# 打印数据集中的所有列名\n",
    "print(data.columns)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1fab7b4e-170e-486c-b10f-d802c350b4f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "# 加载数据\n",
    "file_path = './class_split/WebDDoS.csv'\n",
    "data = pd.read_csv(file_path)\n",
    "\n",
    "# 将时间列转换为 datetime 类型\n",
    "data[' Timestamp'] = pd.to_datetime(data[' Timestamp'])\n",
    "\n",
    "# 筛选出数值型数据列\n",
    "numeric_data = data.select_dtypes(include=[np.number])\n",
    "\n",
    "# 设置绘图样式\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# 创建图形框架，一行两列\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(16, 6))\n",
    "\n",
    "# 时间序列分析：数据包数量随时间的变化\n",
    "data.sort_values(' Timestamp', inplace=True)\n",
    "data['Packet Count'] = data[' Total Fwd Packets'] + data[' Total Backward Packets']\n",
    "data.plot(x=' Timestamp', y='Packet Count', ax=axes[0], title='Packet Count Over Time')\n",
    "\n",
    "# 热图：特征间的相关性\n",
    "correlation_matrix = numeric_data.corr()\n",
    "sns.heatmap(correlation_matrix, ax=axes[1])\n",
    "axes[1].set_title('Feature Correlation Heatmap')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "114c55eb-8c2e-49a5-8d24-72e0b8c730c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1296x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# 加载数据\n",
    "file_path = './class_split/WebDDoS.csv'\n",
    "data = pd.read_csv(file_path)\n",
    "\n",
    "# 设置绘图样式\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# 创建图形框架，一行两列\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(18, 9))\n",
    "\n",
    "# 小提琴图：前向包大小与反向包大小\n",
    "sns.violinplot(data=data[[' Total Fwd Packets', ' Total Backward Packets']], ax=axes[0])\n",
    "axes[0].set_title('Violin Plot of Packet Sizes')\n",
    "\n",
    "# 选择源端口和目的端口的频率最高的前5个端口\n",
    "top_src_ports = data[' Source Port'].value_counts().nlargest(5)\n",
    "top_dst_ports = data[' Destination Port'].value_counts().nlargest(5)\n",
    "\n",
    "# 圆饼图：显示源端口的计数\n",
    "axes[1].pie(top_src_ports, labels=top_src_ports.index, autopct='%1.1f%%', startangle=140)\n",
    "axes[1].set_title('Pie Chart of Top 5 Source Ports')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"violin_pie.png\")\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "59ebd7fb-062b-4e47-8fe6-7f8d4583642d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 加载数据\n",
    "file_path = './class_split/WebDDoS.csv'\n",
    "data = pd.read_csv(file_path)\n",
    "\n",
    "# 数据清洗，处理可能的无穷大或不合理的值\n",
    "data['Flow Bytes/s'] = pd.to_numeric(data['Flow Bytes/s'], errors='coerce').replace([np.inf, -np.inf], np.nan).fillna(0)\n",
    "\n",
    "# 选择几个数值变量进行分析\n",
    "selected_columns = [' Flow Duration', ' Total Fwd Packets', ' Total Backward Packets', 'Flow Bytes/s']\n",
    "selected_data = data[selected_columns]\n",
    "\n",
    "# 设置绘图样式\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# 创建对角线分布图\n",
    "pair_plot = sns.pairplot(selected_data)\n",
    "pair_plot.fig.suptitle(\"Pair Plot of Selected Features\", y=1.02)  # 添加总标题并调整位置\n",
    "plt.savefig(\"pair_plot.png\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "75b3e3e3-9e5c-48ee-bb77-fefad537a5ab",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
